Ioannis G. Tsoulos

93 papers Journal 86Unranked 6

Year	Rank	Type	Title / Venue / Authors
2025	J	`jnl`	Classification of Earthquakes Using Grammatical Evolution. Algorithms Constantina Kopitsa, Ioannis G. Tsoulos, Vasileios Charilogis, Chrysostomos D. Stylios
2025	J	`jnl`	Combining Constructed Artificial Neural Networks with Parameter Constraint Techniques to Achieve Better Generalization Properties. Symmetry Ioannis G. Tsoulos, Vasileios Charilogis, Dimitrios G. Tsalikakis
2025	J	`jnl`	Enhancing Differential Evolution: A Dual Mutation Strategy with Majority Dimension Voting and New Stopping Criteria. Symmetry Anna Maria Gianni, Ioannis G. Tsoulos, Vasileios Charilogis, Glykeria Kyrou
2025	J	`jnl`	Healing Intelligence: A Bio-Inspired Metaheuristic Optimization Method Using Recovery Dynamics. Future Internet Vasileios Charilogis, Ioannis G. Tsoulos
2025	J	`jnl`	Improving the Performance of Constructed Neural Networks with a Pre-Train Phase. Symmetry Ioannis G. Tsoulos, Vasileios Charilogis, Dimitrios G. Tsalikakis
2025	J	`jnl`	Introducing a New Genetic Operator Based on Differential Evolution for the Effective Training of Neural Networks. Comput. Ioannis G. Tsoulos, Vasileios Charilogis, Dimitrios G. Tsalikakis
2025	—	`conf`	Maritime Training Through Virtual Reality: System Design and Research Roadmap. XR (1) Panagiotis Georgiou, George Pachoulas, Athanasios Christopoulos, Chrysostomos D. Stylios, Ioannis G. Tsoulos
2025	J	`jnl`	OPTIMUS: A Multidimensional Global Optimization Package. J. Open Source Softw. Ioannis G. Tsoulos, Vasileios Charilogis, Glykeria Kyrou, Vasileios N. Stavrou, Alexandros T. Tzallas
2025	J	`jnl`	Parallel Smell Agent Optimization (SAO): Collaborative Subpopulations for Accelerated Convergence. Symmetry Glykeria Kyrou, Ioannis G. Tsoulos, Anna Maria Gianni, Vasileios Charilogis
2025	J	`jnl`	Predicting the Damage of Urban Fires with Grammatical Evolution. Big Data Cogn. Comput. Constantina Kopitsa, Ioannis G. Tsoulos, Andreas Miltiadous, Vasileios Charilogis
2025	J	`jnl`	Predicting the Forest Fire Duration Enriched with Meteorological Data Using Feature Construction Techniques. Symmetry Constantina Kopitsa, Ioannis G. Tsoulos, Andreas Miltiadous, Vasileios Charilogis
2025	J	`jnl`	Predicting the Magnitude of Earthquakes Using Grammatical Evolution. Algorithms Constantina Kopitsa, Ioannis G. Tsoulos, Vasileios Charilogis
2025	J	`jnl`	TRIDENT-DE: Triple-Operator Differential Evolution with Adaptive Restarts and Greedy Refinement. Future Internet Vasileios Charilogis, Ioannis G. Tsoulos, Anna Maria Gianni
2025	J	`jnl`	Utilizing a Bounding Procedure Based on Simulated Annealing to Effectively Locate the Bounds for the Parameters of Radial Basis Function Networks. Algorithms Ioannis G. Tsoulos, Vasileios Charilogis, Dimitrios G. Tsalikakis
2024	J	`jnl`	AliAmvra - Enhancing Customer Experience through the Application of Machine Learning Techniques for Survey Data Assessment and Analysis. Inf. Dimitris Mpouziotas, Jeries Besharat, Ioannis G. Tsoulos, Chrysostomos D. Stylios
2024	J	`jnl`	Applying Bounding Techniques on Grammatical Evolution. Comput. Ioannis G. Tsoulos, Alexandros T. Tzallas, Evangelos Karvounis
2024	J	`jnl`	Combining Parallel Stochastic Methods and Mixed Termination Rules in Optimization. Algorithms Vasileios Charilogis, Ioannis G. Tsoulos, Anna Maria Gianni
2024	J	`jnl`	EOFA: An Extended Version of the Optimal Foraging Algorithm for Global Optimization Problems. Comput. Glykeria Kyrou, Vasileios Charilogis, Ioannis G. Tsoulos
2024	J	`jnl`	Improving the Generalization Abilities of Constructed Neural Networks with the Addition of Local Optimization Techniques. Algorithms Ioannis G. Tsoulos, Vasileios Charilogis, Dimitrios G. Tsalikakis, Alexandros T. Tzallas
2024	J	`jnl`	Local Crossover: A New Genetic Operator for Grammatical Evolution. Algorithms Ioannis G. Tsoulos, Vasileios Charilogis, Dimitrios G. Tsalikakis
2024	J	`jnl`	Numerical Algorithms in III-V Semiconductor Heterostructures. Algorithms Ioannis G. Tsoulos, Vasilis Stavrou
2024	J	`jnl`	Predicting the Duration of Forest Fires Using Machine Learning Methods. Future Internet Constantina Kopitsa, Ioannis G. Tsoulos, Vasileios Charilogis, Athanassios Stavrakoudis
2024	J	`jnl`	RbfCon: Construct Radial Basis Function Neural Networks with Grammatical Evolution. Softw. Ioannis G. Tsoulos, Ioannis Varvaras, Vasileios Charilogis
2024	J	`jnl`	Refining the Eel and Grouper Optimizer with Intelligent Modifications for Global Optimization. Comput. Glykeria Kyrou, Vasileios Charilogis, Ioannis G. Tsoulos
2024	J	`jnl`	Solving differential equations with global optimisation techniques. Int. J. Comput. Intell. Stud. Ioannis G. Tsoulos, Alexandros T. Tzallas, Dimitrios G. Tsalikakis
2024	J	`jnl`	Special Issue "Algorithms in Data Classification". Algorithms Ioannis G. Tsoulos
2024	J	`jnl`	Traffic Classification in Software-Defined Networking Using Genetic Programming Tools. Future Internet Spiridoula V. Margariti, Ioannis G. Tsoulos, Evangelia Kiousi, Eleftherios Stergiou
2024	J	`jnl`	Training Neural Networks with a Procedure Guided by BNF Grammars. Big Data Cogn. Comput. Ioannis G. Tsoulos, Vasileios Charilogis
2024	J	`jnl`	Using Artificial Neural Networks to Solve the Gross-Pitaevskii Equation. Axioms Ioannis G. Tsoulos, Vasileios N. Stavrou, Dimitrios G. Tsalikakis
2024	J	`jnl`	Using Optimization Techniques in Grammatical Evolution. Future Internet Ioannis G. Tsoulos, Alexandros T. Tzallas, Evangelos Karvounis
2023	J	`jnl`	An Improved Parallel Particle Swarm Optimization. SN Comput. Sci. Vasileios Charilogis, Ioannis G. Tsoulos, Alexandros T. Tzallas
2023	J	`jnl`	An Intelligent Technique for Initial Distribution of Genetic Algorithms. Axioms Vasileios Charilogis, Ioannis G. Tsoulos, Vasilis Stavrou
2023	J	`jnl`	Bound the Parameters of Neural Networks Using Particle Swarm Optimization. Comput. Ioannis G. Tsoulos, Alexandros T. Tzallas, Evangelos Karvounis, Dimitrios G. Tsalikakis
2023	J	`jnl`	COVID-19 Predictive Models Based on Grammatical Evolution. SN Comput. Sci. Ioannis G. Tsoulos, Chrysostomos D. Stylios, Vlasis Charalampous
2023	J	`jnl`	Classification of CO Environmental Parameter for Air Pollution Monitoring with Grammatical Evolution. Algorithms Evangelos D. Spyrou, Chrysostomos D. Stylios, Ioannis G. Tsoulos
2023	J	`jnl`	Constructing the Bounds for Neural Network Training Using Grammatical Evolution. Comput. Ioannis G. Tsoulos, Alexandros T. Tzallas, Evangelos Karvounis
2023	J	`jnl`	Distributed Denial of Service Classification for Software-Defined Networking Using Grammatical Evolution. Future Internet Evangelos D. Spyrou, Ioannis G. Tsoulos, Chrysostomos D. Stylios
2023	J	`jnl`	Locating the Parameters of RBF Networks Using a Hybrid Particle Swarm Optimization Method. Algorithms Ioannis G. Tsoulos, Vasileios Charilogis
2023	J	`jnl`	NeuralMinimizer: A Novel Method for Global Optimization. Inf. Ioannis G. Tsoulos, Alexandros T. Tzallas, Evangelos Karvounis, Dimitrios G. Tsalikakis
2023	J	`jnl`	Performance and early drop prediction for higher education students using machine learning. Expert Syst. Appl. Vasileios Christou, Ioannis G. Tsoulos, Vasileios Loupas, Alexandros T. Tzallas, Christos Gogos, Petros S. Karvelis, Nikolaos Antoniadis, Evripidis Glavas, Nikolaos Giannakeas
2023	J	`jnl`	Train RBF networks with a hybrid genetic algorithm. Evol. Intell. Ioannis G. Tsoulos, Nikolaos P. Anastasopoulos, Georgios Ntritsos, Alexandros T. Tzallas
2022	J	`jnl`	An improved multi-start-based method for global optimisation problems. Int. J. Comput. Intell. Stud. Ioannis G. Tsoulos, Alexandros T. Tzallas
2022	J	`jnl`	Automatic Hemiplegia Type Detection (Right or Left) Using the Levenberg-Marquardt Backpropagation Method. Inf. Vasileios Christou, Alexandros Arjmand, Dimitrios Dimopoulos, Dimitrios Varvarousis, Ioannis G. Tsoulos, Alexandros T. Tzallas, Christos Gogos, Markos G. Tsipouras, Evripidis Glavas, Avraam Ploumis, Nikolaos Giannakeas
2022	J	`jnl`	Evaluating the Window Size's Role in Automatic EEG Epilepsy Detection. Sensors Vasileios Christou, Andreas Miltiadous, Ioannis G. Tsoulos, Evaggelos Karvounis, Katerina D. Tzimourta, Markos G. Tsipouras, Nikolaos P. Anastasopoulos, Alexandros T. Tzallas, Nikolaos Giannakeas
2022	J	`jnl`	MinCentre: using clustering in global optimisation. Int. J. Comput. Intell. Stud. Vasileios Charilogis, Ioannis G. Tsoulos
2022	J	`jnl`	Modifications for the Differential Evolution Algorithm. Symmetry Vasileios Charilogis, Ioannis G. Tsoulos, Alexandros T. Tzallas, Evangelos Karvounis
2022	J	`jnl`	Prediction of COVID-19 Cases Using Constructed Features by Grammatical Evolution. Symmetry Ioannis G. Tsoulos, Alexandros T. Tzallas, Dimitrios G. Tsalikakis
2022	J	`jnl`	QFC: A Parallel Software Tool for Feature Construction, Based on Grammatical Evolution. Algorithms Ioannis G. Tsoulos
2022	J	`jnl`	RbfDeSolver: A Software Tool to Approximate Differential Equations Using Radial Basis Functions. Axioms Ioannis G. Tsoulos, Alexandros T. Tzallas, Evangelos Karvounis
2022	J	`jnl`	Toward an Ideal Particle Swarm Optimizer for Multidimensional Functions. Inf. Vasileios Charilogis, Ioannis G. Tsoulos
2021	J	`jnl`	A Novel Sampling Technique for Multistart-Based Methods. SN Comput. Sci. Ioannis G. Tsoulos, Evangelos Karvounis, Alexandros T. Tzallas
2021	J	`jnl`	An Improved Controlled Random Search Method. Symmetry Vasileios Charilogis, Ioannis G. Tsoulos, Alexandros T. Tzallas, Nikolaos P. Anastasopoulos
2021	J	`jnl`	An evolutionary algorithm-based optimization method for the classification and quantification of steatosis prevalence in liver biopsy images. Array Alexandros Arjmand, Vasileios Christou, Ioannis G. Tsoulos, Markos G. Tsipouras, Alexandros T. Tzallas, Christos Gogos, Euripidis Glavas, Nikolaos Giannakeas
2021	J	`jnl`	GenClass: A parallel tool for data classification based on Grammatical Evolution. SoftwareX Nikolaos P. Anastasopoulos, Ioannis G. Tsoulos, Alexandros T. Tzallas
2021	J	`jnl`	Improving the PSO method for global optimization problems. Evol. Syst. Ioannis G. Tsoulos, Alexandros T. Tzallas, Evaggelos Karvounis
2021	J	`jnl`	Transformations for FIR and IIR Filters' Design. Symmetry Vasilis Stavrou, Ioannis G. Tsoulos, Nikos E. Mastorakis
2020	J	`jnl`	Creating classification rules using grammatical evolution. Int. J. Comput. Intell. Stud. Ioannis G. Tsoulos
2020	J	`jnl`	Locate the Bounding Box of Neural Networks with Intervals. Neural Process. Lett. Nikolaos P. Anastasopoulos, Ioannis G. Tsoulos, Evaggelos Karvounis, Alexandros T. Tzallas
2020	J	`jnl`	Stopping rules for a parallel genetic algorithm. Int. J. Comput. Intell. Stud. Ioannis G. Tsoulos, Alexandros T. Tzallas, Markos G. Tsipouras, Vasileios Christou, Dimitrios G. Tsalikakis
2019	J	`jnl`	Application of Machine Learning in a Parkinson's Disease Digital Biomarker Dataset Using Neural Network Construction (NNC) Methodology Discriminates Patient Motor Status. Frontiers ICT Ioannis G. Tsoulos, Georgia Mitsi, Athanassios Stavrakoudis, Spyros Papapetropoulos
2019	J	`jnl`	DiracSolver: A tool for solving the Dirac equation. Comput. Phys. Commun. Ioannis G. Tsoulos, Odysseas T. Kosmas, Vasilis Stavrou
2019	J	`jnl`	GenConstraint: A programming tool for constraint optimization problems. SoftwareX Ioannis G. Tsoulos, Vasileios P. Stavrou, Nikolaos E. Mastorakis, Dimitrios G. Tsalikakis
2019	J	`jnl`	NNC: A tool based on Grammatical Evolution for data classification and differential equation solving. SoftwareX Ioannis G. Tsoulos, Alexandros T. Tzallas, Dimitrios G. Tsalikakis
2018	J	`jnl`	Evolutionary Based Weight Decaying Method for Neural Network Training. Neural Process. Lett. Ioannis G. Tsoulos, Alexandros T. Tzallas, Dimitrios G. Tsalikakis
2017	J	`jnl`	A methodology for automated CPA extraction using liver biopsy image analysis and machine learning techniques. Comput. Methods Programs Biomed. Markos G. Tsipouras, Nikolaos Giannakeas, Alexandros T. Tzallas, Zoe E. Tsianou, Pinelopi Manousou, Andrew Hall, Ioannis G. Tsoulos, Epameinondas Tsianos
2016	J	`jnl`	PDoublePop: An implementation of parallel genetic algorithm for function optimization. Comput. Phys. Commun. Ioannis G. Tsoulos, Alexandros T. Tzallas, Dimitrios G. Tsalikakis
2015	J	`jnl`	Artificial neural network development by means of a novel combination of grammatical evolution and genetic algorithm. Eng. Appl. Artif. Intell. Fardin Ahmadizar, Khabat Soltanian, Fardin Akhlaghian Tab, Ioannis G. Tsoulos
2014	—	`conf`	A-Class: a novel classification method. Panhellenic Conference on Informatics Ioannis G. Tsoulos, Alexandros T. Tzallas, Euripidis Glavas
2013	—	`conf`	Building Interactive Books Using EPUB and HTML5. AMBI-SYS Dimitris Gavrilis, Stavros Angelis, Ioannis G. Tsoulos
2011	J	`jnl`	Eucb: A C++ program for molecular dynamics trajectory analysis. Comput. Phys. Commun. Ioannis G. Tsoulos, Athanassios Stavrakoudis
2011	J	`jnl`	Grammatical evolution for features of epileptic oscillations in clinical intracranial electroencephalograms. Expert Syst. Appl. Otis Smart, Ioannis G. Tsoulos, Dimitris Gavrilis, George K. Georgoulas
2010	J	`jnl`	Enhancing PSO methods for global optimization. Appl. Math. Comput. Ioannis G. Tsoulos, Athanassios Stavrakoudis
2009	J	`jnl`	Location of amide I mode of vibration in computed data utilizing constructed neural networks. Expert Syst. Appl. G. V. Papamokos, Ioannis G. Tsoulos, I. N. Demetropoulos, Euripidis Glavas
2009	J	`jnl`	Solving constrained optimization problems using a novel genetic algorithm. Appl. Math. Comput. Ioannis G. Tsoulos
2009	J	`jnl`	Solving differential equations with constructed neural networks. Neurocomputing Ioannis G. Tsoulos, Dimitris Gavrilis, Euripidis Glavas
2008	J	`jnl`	GenMin: An enhanced genetic algorithm for global optimization. Comput. Phys. Commun. Ioannis G. Tsoulos, Isaac E. Lagaris
2008	J	`jnl`	MinFinder v2.0: An improved version of MinFinder. Comput. Phys. Commun. Ioannis G. Tsoulos, Isaac E. Lagaris
2008	J	`jnl`	Modifications of real code genetic algorithm for global optimization. Appl. Math. Comput. Ioannis G. Tsoulos
2008	J	`jnl`	Neural network construction and training using grammatical evolution. Neurocomputing Ioannis G. Tsoulos, Dimitris Gavrilis, Euripidis Glavas
2008	J	`jnl`	Selecting and constructing features using grammatical evolution. Pattern Recognit. Lett. Dimitris Gavrilis, Ioannis G. Tsoulos, Evangelos Dermatas
2008	J	`jnl`	Stopping rules for box-constrained stochastic global optimization. Appl. Math. Comput. Isaac E. Lagaris, Ioannis G. Tsoulos
2007	J	`jnl`	GDF v2.0, an enhanced version of GDF. Comput. Phys. Commun. Ioannis G. Tsoulos, Dimitris Gavrilis, Evangelos Dermatas
2007	J	`jnl`	Novel approach for fetal heart rate classification introducing grammatical evolution. Biomed. Signal Process. Control. George K. Georgoulas, Dimitris Gavrilis, Ioannis G. Tsoulos, Chrysostomos D. Stylios, João Bernardes, Peter P. Groumpos
2006	J	`jnl`	GDF: A tool for function estimation through grammatical evolution. Comput. Phys. Commun. Ioannis G. Tsoulos, Dimitris Gavrilis, Evangelos Dermatas
2006	J	`jnl`	GenAnneal: Genetically modified Simulated Annealing. Comput. Phys. Commun. Ioannis G. Tsoulos, Isaac E. Lagaris
2006	J	`jnl`	Genetically controlled random search: a global optimization method for continuous multidimensional functions. Comput. Phys. Commun. Ioannis G. Tsoulos, Isaac E. Lagaris
2006	J	`jnl`	MinFinder: Locating all the local minima of a function. Comput. Phys. Commun. Ioannis G. Tsoulos, Isaac E. Lagaris
2006	—	`conf`	Neural Recognition and Genetic Features Selection for Robust Detection of E-Mail Spam. SETN Dimitris Gavrilis, Ioannis G. Tsoulos, Evangelos Dermatas
2006	J	`jnl`	Solving differential equations with genetic programming. Genet. Program. Evolvable Mach. Ioannis G. Tsoulos, Isaac E. Lagaris
2006	—	`—`	Καθολική βελτιστοποίηση: μέθοδοι, λογισμικό και εφαρμογές Ioannis G. Tsoulos
2005	J	`jnl`	Neural Splines: Exploiting Parallelism for Fuction Approximation Using Modular Neural Networks. Neural Parallel Sci. Comput. Ioannis G. Tsoulos, Isaac E. Lagaris, Aristidis Likas
2004	—	`conf`	Feature Selection for Robust Detection of Distributed Denial-of-Service Attacks Using Genetic Algorithms. SETN Dimitris Gavrilis, Ioannis G. Tsoulos, Evangelos Dermatas
2002	—	`conf`	Piecewise Neural Networks for Function Approximation, Cast in a Form Suitable for Parallel Computation. SETN Ioannis G. Tsoulos, Isaac E. Lagaris, Aristidis Likas